Generative AI on Kubernetes
Generative artificial intelligence (GenAI) has emerged as a transformative technology, revolutionizing how we interact with and leverage AI. In this chapter, we will explore the exciting world of generative AI and learn how to harness its power on Kubernetes. We will dive into the fundamentals of generative AI and understand its main differences from traditional AI.
Our focus will be on leveraging Amazon Bedrock, a comprehensive suite of services designed to simplify the development and deployment of generative AI applications. Through hands-on examples, you will gain practical experience in building a generative AI application on Kubernetes using Streamlit, a powerful Python library for creating interactive data applications. We will cover the entire process, from the development to deploying the application on a Kubernetes cluster.
Moreover, we will explore the concept of retrieval-augmented generation (RAG), which combines the power of generative...
